How about heading to Atami? It's a seaside onsen district in Shizuoka Prefecture, easy to access from Tokyo. (Probably less than two hours from central Tokyo using express train)
Since it is on the seaside, they have fresh seafood! Stay in a ryokan and enjoy a Kaiseki dinner there. You will be able to taste fresh sashimi.